Profiling Data Report

Dataset statistics

Number of variables	20
Number of observations	25408
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.4 MiB
Average record size in memory	222.9 B

Variable types

DateTime	1
Numeric	16
Categorical	3

Alerts

`CIU` is highly imbalanced (58.0%)	Imbalance
`flag` is highly imbalanced (83.7%)	Imbalance
`class` is highly imbalanced (69.7%)	Imbalance
`KPMM` is highly skewed (γ1 = 156.2735774)	Skewed
`ROA` is highly skewed (γ1 = -24.03264718)	Skewed
`BOPO` is highly skewed (γ1 = 121.6472499)	Skewed
`CR` is highly skewed (γ1 = 34.53329857)	Skewed
`NNPL` is highly skewed (γ1 = 55.98854843)	Skewed
`MA_KPMM` is highly skewed (γ1 = 110.2057154)	Skewed
`MA_BOPO` is highly skewed (γ1 = 83.13429603)	Skewed
`D_CR` is highly skewed (γ1 = 23.51700556)	Skewed
`MA_CR` is highly skewed (γ1 = 25.35747354)	Skewed
`MA_NNPL` is highly skewed (γ1 = 42.33558808)	Skewed
`NNPL` has 420 (1.7%) zeros	Zeros
`D_KPMM` has 491 (1.9%) zeros	Zeros
`D_ROA` has 674 (2.7%) zeros	Zeros
`D_BOPO` has 750 (3.0%) zeros	Zeros
`D_CR` has 702 (2.8%) zeros	Zeros
`D_NNPL` has 841 (3.3%) zeros	Zeros
`MA_NNPL` has 314 (1.2%) zeros	Zeros

Reproduction

Analysis started	2024-05-09 03:03:30.943582
Analysis finished	2024-05-09 03:03:42.350617
Duration	11.41 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

PeriodeData
Date

Distinct	55
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	397.0 KiB

Minimum	2010-09-30 00:00:00
Maximum	2023-12-31 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

SandiBPR
Real number (ℝ)

Distinct	1763
Distinct (%)	6.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	603207.89

Minimum	600001
Maximum	620195
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	397.0 KiB

Quantile statistics

Minimum	600001
5-th percentile	600095
Q1	600858
median	601351
Q3	602037
95-th percentile	620100
Maximum	620195
Range	20194
Interquartile range (IQR)	1179

Descriptive statistics

Standard deviation	5673.1333
Coefficient of variation (CV)	0.0094049388
Kurtosis	4.86973
Mean	603207.89
Median Absolute Deviation (MAD)	587
Skewness	2.5875371
Sum	1.5326306 × 10¹⁰
Variance	32184442
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
601707	42	0.2%
601017	32	0.1%
620033	27	0.1%
600861	25	0.1%
601058	24	0.1%
602702	24	0.1%
601298	23	0.1%
600797	23	0.1%
600551	23	0.1%
601690	23	0.1%
Other values (1753)	25142	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
600001	15	0.1%
600002	15	0.1%
600003	15	0.1%
600004	15	0.1%
600005	15	0.1%
600007	15	0.1%
600008	15	0.1%
600009	15	0.1%
600010	15	0.1%
600011	15	0.1%

Value	Count	Frequency (%)
620195	2	< 0.1%
620194	1	< 0.1%
620193	2	< 0.1%
620192	2	< 0.1%
620191	4	< 0.1%
620190	4	< 0.1%
620189	4	< 0.1%
620188	7	< 0.1%
620187	8	< 0.1%
620186	8	< 0.1%

KPMM
Real number (ℝ)

SKEWED

Distinct	9347
Distinct (%)	36.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.58881

Minimum	-5354
Maximum	600619
Zeros	6
Zeros (%)	< 0.1%
Negative	227
Negative (%)	0.9%
Memory size	397.0 KiB

Quantile statistics

Minimum	-5354
5-th percentile	13.4635
Q1	23.59
median	35.48
Q3	57.3125
95-th percentile	120.7765
Maximum	600619
Range	605973
Interquartile range (IQR)	33.7225

Descriptive statistics

Standard deviation	3794.243
Coefficient of variation (CV)	49.540436
Kurtosis	24707.349
Mean	76.58881
Median Absolute Deviation (MAD)	14.53
Skewness	156.27358
Sum	1945968.5
Variance	14396280
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	86	0.3%
30	24	0.1%
14	23	0.1%
12	19	0.1%
24	18	0.1%
16	18	0.1%
26.63	17	0.1%
22	16	0.1%
18	15	0.1%
19.66	14	0.1%
Other values (9337)	25158	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5354	1	< 0.1%
-1801.98	1	< 0.1%
-896.82	1	< 0.1%
-623.76	1	< 0.1%
-604.55	1	< 0.1%
-537.02	1	< 0.1%
-401.75	2	< 0.1%
-392.06	1	< 0.1%
-377.56	1	< 0.1%
-337.49	1	< 0.1%

Value	Count	Frequency (%)
600619	1	< 0.1%
63519	1	< 0.1%
25529	1	< 0.1%
10330	1	< 0.1%
9027.2	1	< 0.1%
6371.05	1	< 0.1%
4310.03	1	< 0.1%
4286	1	< 0.1%
2896	1	< 0.1%
2770	1	< 0.1%

ROA
Real number (ℝ)

SKEWED

Distinct	2924
Distinct (%)	11.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1275448

Minimum	-999.99
Maximum	489
Zeros	223
Zeros (%)	0.9%
Negative	5003
Negative (%)	19.7%
Memory size	397.0 KiB

Quantile statistics

Minimum	-999.99
5-th percentile	-5.9065
Q1	0.29
median	1.8
Q3	3.52
95-th percentile	7.51
Maximum	489
Range	1488.99
Interquartile range (IQR)	3.23

Descriptive statistics

Standard deviation	16.090609
Coefficient of variation (CV)	14.270483
Kurtosis	1295.6612
Mean	1.1275448
Median Absolute Deviation (MAD)	1.59
Skewness	-24.032647
Sum	28648.658
Variance	258.90769
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	223	0.9%
2	69	0.3%
1.34	64	0.3%
2.32	63	0.2%
1.95	57	0.2%
1.53	56	0.2%
0.78	56	0.2%
0.29	56	0.2%
1	56	0.2%
1.8	56	0.2%
Other values (2914)	24652	97.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-999.99	1	< 0.1%
-777.62	1	< 0.1%
-733.67	1	< 0.1%
-571	1	< 0.1%
-567	1	< 0.1%
-531.3	1	< 0.1%
-475.44	1	< 0.1%
-459	1	< 0.1%
-329.59	1	< 0.1%
-306.81	1	< 0.1%

Value	Count	Frequency (%)
489	1	< 0.1%
339	1	< 0.1%
302	1	< 0.1%
299	1	< 0.1%
283	1	< 0.1%
259	1	< 0.1%
243	1	< 0.1%
220	1	< 0.1%
162.98	1	< 0.1%
157.96	1	< 0.1%

BOPO
Real number (ℝ)

SKEWED

Distinct	8083
Distinct (%)	31.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	102.80987

Minimum	-18511
Maximum	80611.14
Zeros	27
Zeros (%)	0.1%
Negative	14
Negative (%)	0.1%
Memory size	397.0 KiB

Quantile statistics

Minimum	-18511
5-th percentile	62.5505
Q1	78.1075
median	87.03
Q3	97.51
95-th percentile	152.8595
Maximum	80611.14
Range	99122.14
Interquartile range (IQR)	19.4025

Descriptive statistics

Standard deviation	552.56974
Coefficient of variation (CV)	5.3746758
Kurtosis	17809.871
Mean	102.80987
Median Absolute Deviation (MAD)	9.56
Skewness	121.64725
Sum	2612193.3
Variance	305333.31
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53.01	80	0.3%
100	33	0.1%
0	27	0.1%
84.84	25	0.1%
83.51	22	0.1%
83.58	21	0.1%
266.3	20	0.1%
82.73	20	0.1%
99.46	18	0.1%
77.88	18	0.1%
Other values (8073)	25124	98.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-18511	1	< 0.1%
-3276	2	< 0.1%
-3092	2	< 0.1%
-2558	1	< 0.1%
-926.96	1	< 0.1%
-525.87	1	< 0.1%
-390.85	1	< 0.1%
-261.13	1	< 0.1%
-220.61	1	< 0.1%
-18	1	< 0.1%

Value	Count	Frequency (%)
80611.14	1	< 0.1%
9194	1	< 0.1%
8987	1	< 0.1%
8910	1	< 0.1%
8827	1	< 0.1%
8787	1	< 0.1%
8773	1	< 0.1%
8584	1	< 0.1%
8177	1	< 0.1%
7378	1	< 0.1%

CR
Real number (ℝ)

SKEWED

Distinct	6728
Distinct (%)	26.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.249993

Minimum	-0.6
Maximum	20385
Zeros	47
Zeros (%)	0.2%
Negative	1
Negative (%)	< 0.1%
Memory size	397.0 KiB

Quantile statistics

Minimum	-0.6
5-th percentile	7.27
Q1	13.15
median	20.18
Q3	32.01
95-th percentile	77.179
Maximum	20385
Range	20385.6
Interquartile range (IQR)	18.86

Descriptive statistics

Standard deviation	268.09743
Coefficient of variation (CV)	6.3455023
Kurtosis	1768.2712
Mean	42.249993
Median Absolute Deviation (MAD)	8.4
Skewness	34.533299
Sum	1073487.8
Variance	71876.23
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.74	87	0.3%
0	47	0.2%
20.91	32	0.1%
11.6	25	0.1%
10.48	23	0.1%
19.19	23	0.1%
8.13	23	0.1%
16.46	22	0.1%
15.47	22	0.1%
15	22	0.1%
Other values (6718)	25082	98.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.6	1	< 0.1%
0	47	0.2%
0.0048	1	< 0.1%
0.0087	1	< 0.1%
0.0149	1	< 0.1%
0.029	1	< 0.1%
0.0568	1	< 0.1%
0.0633	1	< 0.1%
0.0646	1	< 0.1%
0.0675	1	< 0.1%

Value	Count	Frequency (%)
20385	1	< 0.1%
9999.99	1	< 0.1%
9960.68	1	< 0.1%
8296.72	1	< 0.1%
8145.45	1	< 0.1%
7488.88	1	< 0.1%
7347.7	1	< 0.1%
7263.84	1	< 0.1%
7140.32	1	< 0.1%
7020.12	1	< 0.1%

NNPL
Real number (ℝ)

SKEWED ZEROS

Distinct	3557
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.024635

Minimum	-0.5
Maximum	3028
Zeros	420
Zeros (%)	1.7%
Negative	1
Negative (%)	< 0.1%
Memory size	397.0 KiB

Quantile statistics

Minimum	-0.5
5-th percentile	0.63
Q1	3.21
median	6.58
Q3	12.57
95-th percentile	26.91
Maximum	3028
Range	3028.5
Interquartile range (IQR)	9.36

Descriptive statistics

Standard deviation	32.678116
Coefficient of variation (CV)	3.2597811
Kurtosis	3966.6348
Mean	10.024635
Median Absolute Deviation (MAD)	4.1
Skewness	55.988548
Sum	254705.93
Variance	1067.8593
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	420	1.7%
0.01	43	0.2%
3.82	43	0.2%
2.49	36	0.1%
3.9	35	0.1%
3.5	35	0.1%
1	35	0.1%
3.2	34	0.1%
4.82	34	0.1%
3.96	34	0.1%
Other values (3547)	24659	97.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.5	1	< 0.1%
0	420	1.7%
0.01	43	0.2%
0.02	9	< 0.1%
0.03	20	0.1%
0.04	6	< 0.1%
0.05	10	< 0.1%
0.06	13	0.1%
0.07	10	< 0.1%
0.08	15	0.1%

Value	Count	Frequency (%)
3028	1	< 0.1%
1662	1	< 0.1%
1559	1	< 0.1%
1557	1	< 0.1%
1499	1	< 0.1%
1256	2	< 0.1%
1165	1	< 0.1%
1127	1	< 0.1%
311.9	2	< 0.1%
100	12	< 0.1%

D_KPMM
Real number (ℝ)

ZEROS

Distinct	8689
Distinct (%)	34.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0077549

Minimum	-600554.36
Maximum	600556.5
Zeros	491
Zeros (%)	1.9%
Negative	12484
Negative (%)	49.1%
Memory size	397.0 KiB

Quantile statistics

Minimum	-600554.36
5-th percentile	-11.9465
Q1	-2.17
median	0
Q3	2.05
95-th percentile	13.0565
Maximum	600556.5
Range	1201110.9
Interquartile range (IQR)	4.22

Descriptive statistics

Standard deviation	5355.7254
Coefficient of variation (CV)	5314.512
Kurtosis	12446.702
Mean	1.0077549
Median Absolute Deviation (MAD)	2.11
Skewness	0.028090917
Sum	25605.036
Variance	28683795
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	491	1.9%
1	44	0.2%
0.25	42	0.2%
0.39	41	0.2%
-0.07	40	0.2%
0.18	40	0.2%
0.43	38	0.1%
-0.14	37	0.1%
-0.32	37	0.1%
0.32	36	0.1%
Other values (8679)	24562	96.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-600554.36	1	< 0.1%
-53189	1	< 0.1%
-5869.71	1	< 0.1%
-5364.13	1	< 0.1%
-4717.17	1	< 0.1%
-4243.52	1	< 0.1%
-3143.49	1	< 0.1%
-2742.26	1	< 0.1%
-2621.54	1	< 0.1%
-2470.24	1	< 0.1%

Value	Count	Frequency (%)
600556.5	1	< 0.1%
63506.09	1	< 0.1%
15199	1	< 0.1%
8257.45	1	< 0.1%
5290.99	1	< 0.1%
5204.51	1	< 0.1%
4246.09	1	< 0.1%
2864.71	1	< 0.1%
2675.26	1	< 0.1%
2623.24	1	< 0.1%

MA_KPMM
Real number (ℝ)

SKEWED

Distinct	15694
Distinct (%)	61.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.084933

Minimum	-2708.505
Maximum	300341.82
Zeros	2
Zeros (%)	< 0.1%
Negative	198
Negative (%)	0.8%
Memory size	397.0 KiB

Quantile statistics

Minimum	-2708.505
5-th percentile	13.85
Q1	23.695
median	35.5075
Q3	57.14
95-th percentile	119.6015
Maximum	300341.82
Range	303050.33
Interquartile range (IQR)	33.445

Descriptive statistics

Standard deviation	2685.6084
Coefficient of variation (CV)	35.297507
Kurtosis	12302.73
Mean	76.084933
Median Absolute Deviation (MAD)	14.3975
Skewness	110.20572
Sum	1933166
Variance	7212492.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	61	0.2%
14	14	0.1%
24.21	13	0.1%
12	12	< 0.1%
30	11	< 0.1%
58.87	11	< 0.1%
22.195	10	< 0.1%
16	9	< 0.1%
30.155	9	< 0.1%
26.63	9	< 0.1%
Other values (15684)	25249	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2708.505	1	< 0.1%
-2671.935	1	< 0.1%
-1349.4	1	< 0.1%
-453.485	1	< 0.1%
-433.89	1	< 0.1%
-415.56	1	< 0.1%
-401.75	1	< 0.1%
-396.905	1	< 0.1%
-364.845	1	< 0.1%
-312.31	1	< 0.1%

Value	Count	Frequency (%)
300341.82	1	< 0.1%
300340.75	1	< 0.1%
36924.5	1	< 0.1%
31765.955	1	< 0.1%
17929.5	1	< 0.1%
6668.615	1	< 0.1%
4898.475	1	< 0.1%
3768.795	1	< 0.1%
3436.195	1	< 0.1%
2810	1	< 0.1%

D_ROA
Real number (ℝ)

ZEROS

Distinct	4706
Distinct (%)	18.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.18432071

Minimum	-999.99
Maximum	997.13
Zeros	674
Zeros (%)	2.7%
Negative	12726
Negative (%)	50.1%
Memory size	397.0 KiB

Quantile statistics

Minimum	-999.99
5-th percentile	-3.35
Q1	-0.55
median	-0.01
Q3	0.48
95-th percentile	2.66
Maximum	997.13
Range	1997.12
Interquartile range (IQR)	1.03

Descriptive statistics

Standard deviation	18.2192
Coefficient of variation (CV)	-98.845109
Kurtosis	1372.3834
Mean	-0.18432071
Median Absolute Deviation (MAD)	0.51
Skewness	-2.8138872
Sum	-4683.2205
Variance	331.93926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	674	2.7%
-0.04	135	0.5%
0.04	119	0.5%
-0.02	117	0.5%
0.02	115	0.5%
-0.25	113	0.4%
0.21	95	0.4%
-0.08	94	0.4%
0.08	92	0.4%
-0.27	91	0.4%
Other values (4696)	23763	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-999.99	1	< 0.1%
-865.33	1	< 0.1%
-762.64	1	< 0.1%
-530.8	1	< 0.1%
-489.2	1	< 0.1%
-441.8	1	< 0.1%
-429.02	1	< 0.1%
-296	1	< 0.1%
-290.55	1	< 0.1%
-279.1	1	< 0.1%

Value	Count	Frequency (%)
997.13	1	< 0.1%
779.46	1	< 0.1%
539.35	1	< 0.1%
504.9	1	< 0.1%
502.28	1	< 0.1%
483.78	1	< 0.1%
418.8	1	< 0.1%
336	1	< 0.1%
272.81	1	< 0.1%
259.28	1	< 0.1%

MA_ROA
Real number (ℝ)

Distinct	7388
Distinct (%)	29.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2197052

Minimum	-604.555
Maximum	395.5
Zeros	122
Zeros (%)	0.5%
Negative	5112
Negative (%)	20.1%
Memory size	397.0 KiB

Quantile statistics

Minimum	-604.555
5-th percentile	-5.73325
Q1	0.35
median	1.825
Q3	3.505
95-th percentile	7.55825
Maximum	395.5
Range	1000.055
Interquartile range (IQR)	3.155

Descriptive statistics

Standard deviation	12.830518
Coefficient of variation (CV)	10.51936
Kurtosis	649.372
Mean	1.2197052
Median Absolute Deviation (MAD)	1.56
Skewness	-13.944823
Sum	30990.269
Variance	164.6222
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	122	0.5%
2	36	0.1%
1.69	32	0.1%
1.29	32	0.1%
2.12	29	0.1%
2.4	28	0.1%
0.65	28	0.1%
2.335	28	0.1%
2.835	27	0.1%
1.35	27	0.1%
Other values (7378)	25019	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-604.555	1	< 0.1%
-501.425	1	< 0.1%
-499.995	1	< 0.1%
-396.3	1	< 0.1%
-387.89	1	< 0.1%
-322.4	1	< 0.1%
-316.79	1	< 0.1%
-314.55	1	< 0.1%
-305.6	1	< 0.1%
-301.325	1	< 0.1%

Value	Count	Frequency (%)
395.5	1	< 0.1%
300.5	1	< 0.1%
291	1	< 0.1%
271	1	< 0.1%
251	1	< 0.1%
247.11	1	< 0.1%
171	1	< 0.1%
156.11	1	< 0.1%
151	1	< 0.1%
143.45	1	< 0.1%

D_BOPO
Real number (ℝ)

ZEROS

Distinct	7663
Distinct (%)	30.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.70655963

Minimum	-80518.28
Maximum	80527.31
Zeros	750
Zeros (%)	3.0%
Negative	12130
Negative (%)	47.7%
Memory size	397.0 KiB

Quantile statistics

Minimum	-80518.28
5-th percentile	-16.9665
Q1	-2.56
median	0
Q3	2.87
95-th percentile	19.4295
Maximum	80527.31
Range	161045.59
Interquartile range (IQR)	5.43

Descriptive statistics

Standard deviation	743.69161
Coefficient of variation (CV)	1052.5532
Kurtosis	10839.64
Mean	0.70655963
Median Absolute Deviation (MAD)	2.7
Skewness	-0.60405651
Sum	17952.267
Variance	553077.21
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	750	3.0%
0.5	38	0.1%
0.28	35	0.1%
-0.39	35	0.1%
0.39	34	0.1%
-0.5	34	0.1%
-0.47	33	0.1%
-0.81	32	0.1%
0.06	32	0.1%
0.7	32	0.1%
Other values (7653)	24353	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-80518.28	1	< 0.1%
-18703.45	1	< 0.1%
-9109.53	1	< 0.1%
-8742.33	1	< 0.1%
-8699.45	1	< 0.1%
-7307.08	1	< 0.1%
-3796.47	1	< 0.1%
-2620.72	1	< 0.1%
-1821.652	1	< 0.1%
-1573.7	1	< 0.1%

Value	Count	Frequency (%)
80527.31	1	< 0.1%
9109.33	1	< 0.1%
8496.45	1	< 0.1%
8096.25	1	< 0.1%
7300.7	1	< 0.1%
6359.49	1	< 0.1%
2995.77	1	< 0.1%
2910.69	1	< 0.1%
2482.98	1	< 0.1%
1881	1	< 0.1%

MA_BOPO
Real number (ℝ)

SKEWED

Distinct	13523
Distinct (%)	53.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	102.45659

Minimum	-9159.275
Maximum	40352
Zeros	10
Zeros (%)	< 0.1%
Negative	12
Negative (%)	< 0.1%
Memory size	397.0 KiB

Quantile statistics

Minimum	-9159.275
5-th percentile	62.66
Q1	78.25
median	87.07
Q3	97.505
95-th percentile	150.90125
Maximum	40352
Range	49511.275
Interquartile range (IQR)	19.255

Descriptive statistics

Standard deviation	398.38512
Coefficient of variation (CV)	3.8883307
Kurtosis	8260.1136
Mean	102.45659
Median Absolute Deviation (MAD)	9.46
Skewness	83.134296
Sum	2603217.1
Variance	158710.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53.01	80	0.3%
100	21	0.1%
266.3	20	0.1%
84.84	19	0.1%
99.46	16	0.1%
83.58	16	0.1%
82.73	15	0.1%
89.53	15	0.1%
338.06	14	0.1%
77.88	14	0.1%
Other values (13513)	25178	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9159.275	1	< 0.1%
-3276	1	< 0.1%
-3184	1	< 0.1%
-3092	1	< 0.1%
-2917	1	< 0.1%
-1193.765	1	< 0.1%
-305.73	1	< 0.1%
-140.11	1	< 0.1%
-100.115	1	< 0.1%
-90.965	1	< 0.1%

Value	Count	Frequency (%)
40352	1	< 0.1%
40347.485	1	< 0.1%
8948.5	1	< 0.1%
8868.5	1	< 0.1%
8785.5	1	< 0.1%
8780	1	< 0.1%
8475	1	< 0.1%
4639.335	1	< 0.1%
4639.235	1	< 0.1%
4455.835	1	< 0.1%

D_CR
Real number (ℝ)

SKEWED ZEROS

Distinct	10918
Distinct (%)	43.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1587233

Minimum	-9960.68
Maximum	17721.07
Zeros	702
Zeros (%)	2.8%
Negative	12277
Negative (%)	48.3%
Memory size	397.0 KiB

Quantile statistics

Minimum	-9960.68
5-th percentile	-18.1425
Q1	-4.14
median	0
Q3	4.05
95-th percentile	17.9065
Maximum	17721.07
Range	27681.75
Interquartile range (IQR)	8.19

Descriptive statistics

Standard deviation	215.85961
Coefficient of variation (CV)	186.2909
Kurtosis	2522.2725
Mean	1.1587233
Median Absolute Deviation (MAD)	4.09
Skewness	23.517006
Sum	29440.841
Variance	46595.37
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	702	2.8%
0.02	26	0.1%
-0.25	23	0.1%
-0.09	22	0.1%
-0.43	22	0.1%
-1.5	21	0.1%
-0.57	21	0.1%
0.61	21	0.1%
0.41	21	0.1%
0.43	20	0.1%
Other values (10908)	24509	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9960.68	1	< 0.1%
-8246.91	1	< 0.1%
-5928.24	1	< 0.1%
-5767.48	1	< 0.1%
-4702.96	1	< 0.1%
-4634.61	1	< 0.1%
-4055.25	1	< 0.1%
-3405.03	1	< 0.1%
-3228.56	1	< 0.1%
-2722.3	1	< 0.1%

Value	Count	Frequency (%)
17721.07	1	< 0.1%
9828.32	1	< 0.1%
8260.73	1	< 0.1%
7763.34	1	< 0.1%
7325.23	1	< 0.1%
4484.32	1	< 0.1%
4264.88	1	< 0.1%
4058.58	1	< 0.1%
3338.7	1	< 0.1%
2824.56	1	< 0.1%

MA_CR
Real number (ℝ)

SKEWED

Distinct	13631
Distinct (%)	53.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41.670631

Minimum	0
Maximum	11524.465
Zeros	21
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	397.0 KiB

Quantile statistics

Minimum	0
5-th percentile	8.01
Q1	13.755
median	20.52
Q3	32.185
95-th percentile	76.922
Maximum	11524.465
Range	11524.465
Interquartile range (IQR)	18.43

Descriptive statistics

Standard deviation	223.86416
Coefficient of variation (CV)	5.3722286
Kurtosis	807.73442
Mean	41.670631
Median Absolute Deviation (MAD)	8.145
Skewness	25.357474
Sum	1058767.4
Variance	50115.16
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.74	80	0.3%
20.91	21	0.1%
0	21	0.1%
8.13	17	0.1%
17.07	17	0.1%
19.19	16	0.1%
11.6	15	0.1%
15.47	15	0.1%
27.28	14	0.1%
41.69	14	0.1%
Other values (13621)	25178	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	0.1%
0.1	1	< 0.1%
0.13	1	< 0.1%
0.2	1	< 0.1%
0.205	1	< 0.1%
0.22	1	< 0.1%
0.235	1	< 0.1%
0.26	1	< 0.1%
0.32	1	< 0.1%
0.405	1	< 0.1%

Value	Count	Frequency (%)
11524.465	1	< 0.1%
8145.45	1	< 0.1%
7305.77	1	< 0.1%
7202.08	1	< 0.1%
7087.08	1	< 0.1%
7080.22	1	< 0.1%
6948.475	1	< 0.1%
6861.535	1	< 0.1%
6799.545	1	< 0.1%
6710.51	1	< 0.1%

D_NNPL
Real number (ℝ)

ZEROS

Distinct	6752
Distinct (%)	26.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1969116

Minimum	-3000.88
Maximum	3002.11
Zeros	841
Zeros (%)	3.3%
Negative	12592
Negative (%)	49.6%
Memory size	397.0 KiB

Quantile statistics

Minimum	-3000.88
5-th percentile	-4.91
Q1	-0.94
median	0
Q3	1.09
95-th percentile	6.32
Maximum	3002.11
Range	6002.99
Interquartile range (IQR)	2.03

Descriptive statistics

Standard deviation	34.603101
Coefficient of variation (CV)	175.72911
Kurtosis	5104.2515
Mean	0.1969116
Median Absolute Deviation (MAD)	1
Skewness	1.3778944
Sum	5003.13
Variance	1197.3746
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	841	3.3%
-0.25	96	0.4%
-0.08	85	0.3%
-0.04	78	0.3%
0.04	71	0.3%
-0.34	60	0.2%
0.5	59	0.2%
0.25	58	0.2%
-0.17	58	0.2%
0.17	57	0.2%
Other values (6742)	23945	94.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3000.88	1	< 0.1%
-1644.93	1	< 0.1%
-1155.02	1	< 0.1%
-1112.37	1	< 0.1%
-308.64	1	< 0.1%
-303	1	< 0.1%
-136.94	1	< 0.1%
-129	1	< 0.1%
-100	1	< 0.1%
-92.59	1	< 0.1%

Value	Count	Frequency (%)
3002.11	1	< 0.1%
1541.93	1	< 0.1%
1538.74	1	< 0.1%
1150.37	1	< 0.1%
308.38	1	< 0.1%
163	1	< 0.1%
99.99	1	< 0.1%
85.45	1	< 0.1%
82.74	1	< 0.1%
82.45	1	< 0.1%

MA_NNPL
Real number (ℝ)

SKEWED ZEROS

Distinct	9101
Distinct (%)	35.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.9261793

Minimum	-0.25
Maximum	1580.5
Zeros	314
Zeros (%)	1.2%
Negative	2
Negative (%)	< 0.1%
Memory size	397.0 KiB

Quantile statistics

Minimum	-0.25
5-th percentile	0.73
Q1	3.295
median	6.625
Q3	12.55125
95-th percentile	26.245
Maximum	1580.5
Range	1580.75
Interquartile range (IQR)	9.25625

Descriptive statistics

Standard deviation	27.689083
Coefficient of variation (CV)	2.7895006
Kurtosis	2120.9742
Mean	9.9261793
Median Absolute Deviation (MAD)	4.045
Skewness	42.335588
Sum	252204.36
Variance	766.68533
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	314	1.2%
1	21	0.1%
2.5	21	0.1%
0.01	20	0.1%
2.96	20	0.1%
2.005	19	0.1%
3.17	18	0.1%
2.66	18	0.1%
1.86	18	0.1%
3.385	18	0.1%
Other values (9091)	24921	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.25	2	< 0.1%
0	314	1.2%
0.005	1	< 0.1%
0.005	13	0.1%
0.005	1	< 0.1%
0.01	1	< 0.1%
0.01	20	0.1%
0.015	1	< 0.1%
0.015	7	< 0.1%
0.015	1	< 0.1%

Value	Count	Frequency (%)
1580.5	1	< 0.1%
1528	1	< 0.1%
1527.56	1	< 0.1%
1526.945	1	< 0.1%
1407.5	1	< 0.1%
1256	1	< 0.1%
1191.5	1	< 0.1%
839.535	1	< 0.1%
788.035	1	< 0.1%
787.63	1	< 0.1%

CIU
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

0.0	23248
1.0	2160

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	76224
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	23248	91.5%
1.0	2160	8.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	23248	91.5%
1.0	2160	8.5%

Most occurring characters

Value	Count	Frequency (%)
0	48656	63.8%
.	25408	33.3%
1	2160	2.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	76224	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	48656	63.8%
.	25408	33.3%
1	2160	2.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	76224	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	48656	63.8%
.	25408	33.3%
1	2160	2.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	76224	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	48656	63.8%
.	25408	33.3%
1	2160	2.8%

flag
Categorical

IMBALANCE

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

0.0	24491
2.0	566
1.0	351

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	76224
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	24491	96.4%
2.0	566	2.2%
1.0	351	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	24491	96.4%
2.0	566	2.2%
1.0	351	1.4%

Most occurring characters

Value	Count	Frequency (%)
0	49899	65.5%
.	25408	33.3%
2	566	0.7%
1	351	0.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	76224	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	49899	65.5%
.	25408	33.3%
2	566	0.7%
1	351	0.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	76224	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	49899	65.5%
.	25408	33.3%
2	566	0.7%
1	351	0.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	76224	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	49899	65.5%
.	25408	33.3%
2	566	0.7%
1	351	0.5%

class
Categorical

IMBALANCE

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.7 MiB

Normal	22818
Siaga	1673
Awas	487
Waspada	430

Length

Max length	7
Median length	6
Mean length	5.912744
Min length	4

Characters and Unicode

Total characters	150231
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Normal
2nd row	Normal
3rd row	Normal
4th row	Normal
5th row	Normal

Common Values

Value	Count	Frequency (%)
Normal	22818	89.8%
Siaga	1673	6.6%
Awas	487	1.9%
Waspada	430	1.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	22818	89.8%
siaga	1673	6.6%
awas	487	1.9%
waspada	430	1.7%

Most occurring characters

Value	Count	Frequency (%)
a	27941	18.6%
N	22818	15.2%
o	22818	15.2%
r	22818	15.2%
m	22818	15.2%
l	22818	15.2%
S	1673	1.1%
i	1673	1.1%
g	1673	1.1%
s	917	0.6%
Other values (5)	2264	1.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	150231	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	27941	18.6%
N	22818	15.2%
o	22818	15.2%
r	22818	15.2%
m	22818	15.2%
l	22818	15.2%
S	1673	1.1%
i	1673	1.1%
g	1673	1.1%
s	917	0.6%
Other values (5)	2264	1.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	150231	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	27941	18.6%
N	22818	15.2%
o	22818	15.2%
r	22818	15.2%
m	22818	15.2%
l	22818	15.2%
S	1673	1.1%
i	1673	1.1%
g	1673	1.1%
s	917	0.6%
Other values (5)	2264	1.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	150231	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	27941	18.6%
N	22818	15.2%
o	22818	15.2%
r	22818	15.2%
m	22818	15.2%
l	22818	15.2%
S	1673	1.1%
i	1673	1.1%
g	1673	1.1%
s	917	0.6%
Other values (5)	2264	1.5%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	PeriodeData	SandiBPR	KPMM	ROA	BOPO	CR	NNPL	D_KPMM	MA_KPMM	D_ROA	MA_ROA	D_BOPO	MA_BOPO	D_CR	MA_CR	D_NNPL	MA_NNPL	class
1653	2020-03-31	600001	44.34	1.03	92.14	80.99	6.41	0.32	44.180	-0.01	1.035	0.32	91.980	67.40	47.290	0.38	6.220	Normal
3297	2020-06-30	600001	47.05	1.00	92.16	13.26	6.23	2.71	45.695	-0.03	1.015	0.02	92.150	-67.73	47.125	-0.18	6.320	Normal
4952	2020-09-30	600001	45.83	2.03	84.67	14.26	5.81	-1.22	46.440	1.03	1.515	-7.49	88.415	1.00	13.760	-0.42	6.020	Normal
6598	2020-12-31	600001	44.76	0.87	91.06	17.32	4.95	-1.07	45.295	-1.16	1.450	6.39	87.865	3.06	15.790	-0.86	5.380	Normal
8247	2021-03-31	600001	44.57	0.68	84.94	17.47	4.64	-0.19	44.665	-0.19	0.775	-6.12	88.000	0.15	17.395	-0.31	4.795	Normal
9888	2021-06-30	600001	44.30	0.58	85.46	18.21	4.27	-0.27	44.435	-0.10	0.630	0.52	85.200	0.74	17.840	-0.37	4.455	Normal
11525	2021-09-30	600001	43.47	0.66	90.41	17.68	4.11	-0.83	43.885	0.08	0.620	4.95	87.935	-0.53	17.945	-0.16	4.190	Normal
13162	2021-12-31	600001	42.59	0.85	90.63	15.55	3.52	-0.88	43.030	0.19	0.755	0.22	90.520	-2.13	16.615	-0.59	3.815	Normal
14778	2022-03-31	600001	41.05	0.90	90.24	14.60	3.56	-1.54	41.820	0.05	0.875	-0.39	90.435	-0.95	15.075	0.04	3.540	Normal
16379	2022-06-30	600001	40.61	0.87	90.42	17.77	3.39	-0.44	40.830	-0.03	0.885	0.18	90.330	3.17	16.185	-0.17	3.475	Normal

	PeriodeData	SandiBPR	KPMM	ROA	BOPO	CR	NNPL	D_KPMM	MA_KPMM	D_ROA	MA_ROA	D_BOPO	MA_BOPO	D_CR	MA_CR	D_NNPL	MA_NNPL	class
25908	2023-03-31	620191	24.45	2.89	80.41	18.23	4.32	1.69	23.605	0.21	2.785	-1.22	81.020	-3.91	20.185	0.44	4.100	Normal
32192	2023-06-30	620191	20.07	2.86	80.25	22.50	4.71	-4.38	22.260	-0.03	2.875	-0.16	80.330	4.27	20.365	0.39	4.515	Normal
33782	2023-09-30	620191	19.83	2.51	81.93	25.12	4.54	-0.24	19.950	-0.35	2.685	1.68	81.090	2.62	23.810	-0.17	4.625	Normal
32196	2023-06-30	620192	29.52	0.69	99.43	11.78	14.92	-3.03	31.035	1.25	0.065	-5.66	102.260	-1.29	12.425	-4.18	17.010	Normal
33783	2023-09-30	620192	27.52	1.10	95.08	10.48	12.96	-2.00	28.520	0.41	0.895	-4.35	97.255	-1.30	11.130	-1.96	13.940	Normal
32200	2023-06-30	620193	219.23	4.83	75.50	52.54	0.00	-100.79	269.625	-8.70	9.180	13.89	68.555	-67.14	86.110	0.00	0.000	Normal
33784	2023-09-30	620193	181.75	3.31	77.02	27.49	0.00	-37.48	200.490	-1.52	4.070	1.52	76.260	-25.05	40.015	0.00	0.000	Normal
33785	2023-09-30	620194	27.71	3.07	70.19	11.71	4.20	1.37	27.025	-0.01	3.075	3.57	68.405	2.46	10.480	-0.34	4.370	Normal
32208	2023-06-30	620195	25.91	0.46	98.25	37.53	7.82	0.77	25.525	-1.20	1.060	3.80	96.350	28.16	23.450	5.14	5.250	Normal
33786	2023-09-30	620195	21.81	0.56	97.88	30.71	15.79	-4.10	23.860	0.10	0.510	-0.37	98.065	-6.82	34.120	7.97	11.805	Normal

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Missing values

Sample